Expert Evaluations for AI Models

We connect AI labs with vetted domain experts to provide gold-standard human feedback.

Expertise

Qualified professionals, not crowdworkers.

Quality

Structured, high-signal feedback.

Trust

Based in London, global credibility.

How it works

1. Discovery

Deep-dive scoping to define tasks, rubrics, and success metrics.

2. Expert Matching

We staff vetted specialists (e.g. barristers, solicitors, actuaries, buy‑side analysts).

3. Evaluation

Structured, double-scored reviews with inter-rater agreement checks.

4. Delivery

Clean outputs ready for RLHF/fine-tuning and reporting.

Criteria	Generic Crowdwork	In-House Teams	ExpertEvals
Quality	Inconsistent, low signal	Good, but bandwidth-limited	Gold-standard, domain-verified
Cost Predictability	Hidden rework costs	High fixed overhead	Clear unit pricing
Security	Variable controls	Good internal controls	Contracted, auditable experts
Speed	Fast start, slow QA	Competes with roadmap	Fast staffing, reliable throughput
Domain Knowledge	Limited	Strong but narrow	Targeted specialist networks

“T.C.”, Barrister

10+ years • UK Law • Litigation & LLM critique

“B.P.”, Actuary

8+ years • Insurance • Pricing & model risk

“D.A.”, Portfolio Manager

12+ years • Asset Management • Equity research & portfolio construction

We’ll respond within 1 business day.